Learning pathOriginal reference
Lesson 1 of 8

Give one recursive call a contract

Separate the meaning of a call, its base case, and its progress toward termination.

Understand the idea

A recursive function is a promise about its parameters. sum(i) may mean the sum of a[i..n). The empty suffix has sum zero; every other call returns a[i] + sum(i + 1). The base case gives an answer directly, while increasing i proves progress toward it.

Trace a small example

For [4, 1, 3], sum(0) waits for sum(1), which waits for sum(2), which waits for sum(3) = 0. Returns then produce 3, 4, and 8. Each caller resumes at the line after its child call with its own local variables still available.

Conditions and cost

A base case that is never reached does not prevent infinite recursion. This traversal uses O(n) work and O(n) stack space. Empty input must be checked before indexing; a recursive version is not automatically better than a loop.

Prefix sum explorer

Query [l, r] is zero-based and inclusive. P[k] stores the total of the first k values; P[0] is zero.

Input array a

30
11
42
13
54
95

Prefix array P

00
31
42
83
94
145
236
P[5] − P[1] = 14 − (3) = 11

Preprocess once in O(n). Each range sum then takes O(1).

Guided simulation · Change the inputs to test your understanding.

Pause & predict

What proves that sum(i + 1) eventually reaches sum(n)?

Choose an answer
Try it yourself

Turn the idea into code

Trace factorial(4), using factorial(0) = 1.

Give me a hint

List calls on the way down and multiplication results on the way up.

Show the explained solution

Calls visit 4, 3, 2, 1, 0. Returns are 1, 1, 2, 6, 24. The 0! base value is the empty-product identity.

Your notes

Ready for the next idea?

Mark complete when you can explain it yourself.

From a problem to a programIdentify the input, output, and constraints, then translate a small plan into C++.Variables, types, and remembered valuesChoose a representation, initialize it, and understand what assignment really changes.Arithmetic without surprisesPredict division and remainder, widen before multiplication, and format decimal answers.Conditions and logical decisionsBuild exclusive categories, combine comparisons, and protect operations with short-circuit logic.Optional: other ways to chooseRecognize switch for exact choices and the conditional operator for choosing a value.For loops: make repetition preciseTrace initialization, condition, body, and update—and avoid an extra iteration.While, do-while, and stopping rulesChoose a loop from its stopping condition and read the exact input format.Break, continue, and early answersDistinguish leaving a loop from skipping one iteration, without losing required input.Five patterns worth understandingUse sums, counts, best-so-far candidates, products, and flags to process a stream.Nested loops: rows and columnsTranslate a shape into two loop roles and count the total work.Take a number apart, one digit at a timeUse remainder and division to process decimal digits, including zero.Multiple cases and a debugging mindsetCombine the patterns, isolate each case, and test the boundaries that can break your idea.Arrays: give every value a placeUnderstand indices, initialization, capacity, active length, and the first safe array loop.Scan, count, search, and compareDistinguish values from positions and preserve the exact tie rule a problem asks for.Change a sequence without losing itUpdate, copy, compare, reverse, and inspect neighbours using the correct bounds.Matrices: think in two coordinatesTraverse tables, total rows and columns, inspect diagonals, and protect grid neighbours.Characters become stringsSeparate characters from numbers, then safely inspect and edit managed text.Read the text the problem actually givesChoose words or full lines, preserve empty cases, and reset only the state that needs it.Scan text: count, filter, transformBuild a result from matching characters without losing leading zeros or skipping shifted text.Join, compare, and find textLearn content comparison, lexicographical order, substring counts, and the not-found sentinel.